The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-23"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "98746982 (up from 98177108 yesterday: 0.58 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2120618 (up from 2107384 yesterday: 0.63 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 14097578

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.15



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 24994463 172650 0.70 4505847 417439 3332 0.80 1.67
India 10654533 14849 0.14 330568 153339 155 0.10 1.44
Brazil 8816254 62334 0.71 1099849 216445 1202 0.56 2.46
Russia 3658447 20585 0.57 478549 67919 543 0.81 1.86
United Kingdom 3627746 33652 0.94 1020204 97518 1352 1.41 2.69
France 3093619 23924 0.78 393139 73018 230 0.32 2.36
Spain 2499560 0 0.00 571295 55441 0 0.00 2.22
Italy 2455185 13331 0.55 313984 85162 488 0.58 3.47
Turkey 2424328 5856 0.24 192293 24933 144 0.58 1.03
Germany 2137691 12430 0.58 364151 51873 160 0.31 2.43
Colombia 2002969 15551 0.78 336561 50982 396 0.78 2.55
Argentina 1862192 8362 0.45 227358 46737 162 0.35 2.51
Mexico 1752347 20057 1.16 308803 149084 1470 1.00 8.51
Poland 1470879 6431 0.44 158099 35253 345 0.99 2.40
South Africa 1404839 12271 0.88 315950 40574 498 1.24 2.89
Iran 1367032 6180 0.45 129558 57294 69 0.12 4.19
Ukraine 1227723 5264 0.43 125467 22830 132 0.58 1.86
Peru 1082907 0 0.00 67770 39274 0 0.00 3.63
Indonesia 977474 12191 1.26 219001 27664 211 0.77 2.83
Netherlands 957213 5466 0.57 131964 13616 88 0.65 1.42
Czechia 933361 8514 0.92 197892 15270 140 0.93 1.64
Canada 747362 5094 0.69 157427 18691 58 0.31 2.50
Romania 709194 2719 0.38 71799 17722 94 0.53 2.50
Chile 694647 4581 0.66 78745 17854 68 0.38 2.57
Belgium 691854 2583 0.37 42685 20726 51 0.25 3.00
Portugal 624469 15333 2.52 200599 10194 274 2.76 1.63
Iraq 612870 778 0.13 15837 12988 4 0.03 2.12
Israel 593961 4933 0.84 159162 4341 75 1.76 0.73
Sweden 547166 0 0.00 109787 11005 0 0.00 2.01
Pakistan 532412 1594 0.30 45778 11295 48 0.43 2.12
Bangladesh 531326 436 0.08 16142 8003 22 0.28 1.51
Philippines 511679 1792 0.35 34763 10190 54 0.53 1.99
Switzerland 509279 0 0.00 56983 9050 16 0.18 1.78
Morocco 465769 925 0.20 23628 8128 23 0.28 1.75
Austria 403512 1626 0.40 39210 7389 59 0.80 1.83
Serbia 382285 1483 0.39 40381 3868 19 0.49 1.01
Saudi Arabia 366185 197 0.05 3206 6350 4 0.06 1.73
Japan 361928 4754 1.33 119831 5063 83 1.67 1.40
Hungary 358317 1344 0.38 31629 11904 93 0.79 3.32
Jordan 319519 608 0.19 22851 4217 10 0.24 1.32
Panama 309851 2058 0.67 58087 5034 54 1.08 1.62
Lebanon 276587 4126 1.51 90179 2270 62 2.81 0.82
United Arab Emirates 274376 3566 1.32 62735 783 7 0.90 0.29
Nepal 269180 232 0.09 7742 1994 8 0.40 0.74
Georgia 252972 998 0.40 24220 3038 16 0.53 1.20
Ecuador 238232 1074 0.45 23719 14596 34 0.23 6.13
Belarus 235859 1748 0.75 37734 1639 11 0.68 0.69
Slovakia 234571 1544 0.66 48327 3965 71 1.82 1.69
Azerbaijan 228688 162 0.07 9226 3072 8 0.26 1.34
Croatia 228568 599 0.26 16306 4799 29 0.61 2.10
Kazakhstan 224395 1694 0.76 21515 2955 2 0.07 1.32
Bulgaria 214696 266 0.12 11816 8811 12 0.14 4.10
Dominican Republic 202507 1362 0.68 29542 2513 17 0.68 1.24
Bolivia 199989 1732 0.87 37934 9927 56 0.57 4.96
Tunisia 195314 2041 1.06 53335 6154 62 1.02 3.15
Denmark 194599 879 0.45 26417 1970 28 1.44 1.01
Costa Rica 189308 0 0.00 19987 2518 0 0.00 1.33
Ireland 186184 1905 1.03 89258 2947 77 2.68 1.58
Malaysia 180455 4275 2.43 63082 667 7 1.06 0.37
Lithuania 175851 1005 0.57 30452 2628 37 1.43 1.49
Armenia 165909 198 0.12 6111 3034 4 0.13 1.83
Egypt 161143 680 0.42 20265 8902 49 0.55 5.52
Kuwait 160901 534 0.33 9827 952 0 0.00 0.59
Slovenia 157293 1541 0.99 32950 3329 20 0.60 2.12
Moldova 155937 635 0.41 10243 3347 15 0.45 2.15
West Bank and Gaza 155006 449 0.29 14719 1783 14 0.79 1.15
Guatemala 153890 934 0.61 15574 5456 36 0.66 3.55
Greece 151646 605 0.40 11937 5622 24 0.43 3.71
Qatar 148772 251 0.17 4532 248 0 0.00 0.17
Honduras 140238 1056 0.76 17094 3441 2 0.06 2.45
Burma 137098 507 0.37 11482 3045 14 0.46 2.22
Ethiopia 133298 417 0.31 8249 2063 3 0.15 1.55
Oman 132486 0 0.00 3619 1517 0 0.00 1.15
Paraguay 127081 711 0.56 18363 2607 22 0.85 2.05
Venezuela 123245 450 0.37 9162 1142 6 0.53 0.93
Nigeria 120602 2464 2.09 31439 1502 12 0.81 1.25
Bosnia and Herzegovina 119420 0 0.00 7277 4555 0 0.00 3.81
Libya 112540 0 0.00 11796 1737 0 0.00 1.54
Algeria 105369 245 0.23 5210 2861 5 0.18 2.72

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3147735 23315 0.75 757109 36846 484 1.33 1.17 79664.84 932.52 1 in 13
Texas 2242473 14684 0.66 441292 34725 344 1.00 1.55 77337.64 1197.58 1 in 13
Florida 1639914 12311 0.76 285081 25164 153 0.61 1.53 76354.13 1171.63 1 in 13
New York 1323312 13909 1.06 311647 42134 160 0.38 3.18 68024.15 2165.88 1 in 15
Illinois 1098527 5152 0.47 123175 20645 111 0.54 1.88 86690.54 1629.21 1 in 12
Georgia 862158 8985 1.05 177036 13246 186 1.42 1.54 81202.19 1247.57 1 in 12
Ohio 859841 5859 0.69 145168 10680 81 0.76 1.24 73559.21 913.67 1 in 14
Pennsylvania 803585 5147 0.64 143005 20454 185 0.91 2.55 62770.32 1597.72 1 in 16
Arizona 715357 7316 1.03 176207 12170 169 1.41 1.70 93941.83 1598.18 1 in 11
North Carolina 712716 7181 1.02 154279 8586 122 1.44 1.20 67954.83 818.64 1 in 15
Tennessee 705876 4029 0.57 101744 8819 42 0.48 1.25 103301.34 1290.62 1 in 10
New Jersey 657536 7147 1.10 116334 20934 59 0.28 3.18 74028.59 2356.85 1 in 14
Indiana 608519 3093 0.51 85429 9693 51 0.53 1.59 90389.07 1439.79 1 in 11
Michigan 596746 1826 0.31 58625 15181 230 1.54 2.54 59753.13 1520.10 1 in 17
Wisconsin 580003 2012 0.35 56351 6184 49 0.80 1.07 99615.21 1062.10 1 in 10
Massachusetts 496093 4641 0.94 111912 14064 77 0.55 2.83 71385.39 2023.74 1 in 14
Virginia 468655 4904 1.06 109900 6079 77 1.28 1.30 54906.44 712.20 1 in 18
Missouri 459748 1956 0.43 49443 6774 21 0.31 1.47 74908.90 1103.72 1 in 13
Minnesota 453808 1540 0.34 35976 6131 31 0.51 1.35 80467.66 1087.13 1 in 12
Alabama 439442 3355 0.77 69984 6657 171 2.64 1.51 89623.79 1357.69 1 in 11
South Carolina 413789 4601 1.12 101071 6479 75 1.17 1.57 80367.45 1258.37 1 in 12
Colorado 384966 1958 0.51 45794 5482 20 0.37 1.42 66849.04 951.95 1 in 15
Louisiana 380255 0 0.00 64980 8483 0 0.00 2.23 81796.48 1824.77 1 in 12
Oklahoma 370149 4157 1.14 74094 3231 44 1.38 0.87 93543.52 816.53 1 in 11
Kentucky 344567 3789 1.11 70597 3386 49 1.47 0.98 77124.49 757.89 1 in 13
Maryland 339307 2392 0.71 56136 6837 45 0.66 2.01 56123.88 1130.89 1 in 18
Utah 334889 1771 0.53 53235 1582 11 0.70 0.47 104458.32 493.46 1 in 10
Iowa 312622 927 0.30 28727 4486 8 0.18 1.43 99085.60 1421.84 1 in 10
Washington 300198 1949 0.65 53446 4114 0 0.00 1.37 39422.48 540.26 1 in 25
Arkansas 282995 1613 0.57 51553 4563 14 0.31 1.61 93774.49 1512.02 1 in 11
Nevada 269713 1501 0.56 40842 4011 53 1.34 1.49 87564.72 1302.21 1 in 11
Kansas 268908 0 0.00 38789 3587 0 0.00 1.33 92303.13 1231.24 1 in 11
Mississippi 263023 1856 0.71 42746 5752 39 0.68 2.19 88376.96 1932.70 1 in 11
Connecticut 237815 0 0.00 47695 6819 0 0.00 2.87 66702.90 1912.61 1 in 15
Nebraska 186854 599 0.32 18592 1879 1 0.05 1.01 96594.93 971.36 1 in 10
New Mexico 168579 848 0.51 23200 3115 38 1.23 1.85 80397.11 1485.58 1 in 12
Idaho 159325 527 0.33 17126 1668 1 0.06 1.05 88905.82 930.77 1 in 11
Oregon 137600 761 0.56 21252 1877 12 0.64 1.36 32624.13 445.03 1 in 31
West Virginia 114752 1137 1.00 25425 1872 16 0.86 1.63 64209.60 1047.48 1 in 16
Rhode Island 109735 0 0.00 21786 2083 0 0.00 1.90 103586.03 1966.28 1 in 10
South Dakota 106963 247 0.23 7134 1696 12 0.71 1.59 120908.73 1917.12 1 in 8
North Dakota 96720 155 0.16 3829 1436 8 0.56 1.48 126918.81 1884.36 1 in 8
Montana 91410 361 0.40 9466 1141 37 3.35 1.25 85527.58 1067.57 1 in 12
Puerto Rico 90073 791 0.89 12141 1771 10 0.57 1.97 28203.39 554.53 1 in 35
Delaware 73915 682 0.93 15042 1036 9 0.88 1.40 75906.48 1063.91 1 in 13
New Hampshire 61576 625 1.03 16370 981 10 1.03 1.59 45286.09 721.48 1 in 22
Alaska 53150 249 0.47 5349 259 5 1.97 0.49 72654.45 354.05 1 in 14
Wyoming 50583 0 0.00 6010 571 0 0.00 1.13 87399.07 986.59 1 in 11
Maine 36598 324 0.89 11353 544 4 0.74 1.49 27226.36 404.70 1 in 37
District of Columbia 35077 172 0.49 5568 870 3 0.35 2.48 49701.81 1232.73 1 in 20
Hawaii 25236 127 0.51 3055 335 4 1.21 1.33 17823.65 236.60 1 in 56
Vermont 10908 149 1.38 3219 170 1 0.59 1.56 17481.08 272.44 1 in 57

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 39970119 3147735 7.88 6578677 757109 11.51 1011588.7
2 Texas 16405627 2242473 13.67 2399990 441292 18.39 565791.6
3 Florida 18295646 1639914 8.96 2344896 285081 12.16 851842.3
4 New York 30293057 1323312 4.37 4586298 311647 6.80 1557198.6
5 Illinois 15319694 1098527 7.17 1883042 123175 6.54 1208957.6
6 Georgia 6174470 862158 13.96 737482 177036 24.01 581541.3
7 Ohio 8738557 859841 9.84 919549 145168 15.79 747581.7
8 Pennsylvania 4346867 803585 18.49 400067 143005 35.75 339546.2
9 Arizona 3329195 715357 21.49 423812 176207 41.58 437195.2
10 North Carolina 8462562 712716 8.42 1383178 154279 11.15 806874.0
11 Tennessee 6262941 705876 11.27 544041 101744 18.70 916549.3
12 New Jersey 9053215 657536 7.26 1254990 116334 9.27 1019254.8
13 Indiana 6701477 608519 9.08 932204 85429 9.16 995433.6
14 Michigan 9086109 596746 6.57 963534 58625 6.08 909806.7
15 Wisconsin 5967261 580003 9.72 564587 56351 9.98 1024874.0
16 Massachusetts 12866597 496093 3.86 1820504 111912 6.15 1851441.3
17 Virginia 4977971 468655 9.41 640032 109900 17.17 583206.6
18 Missouri 4031558 459748 11.40 351893 49443 14.05 656880.7
19 Minnesota 6024172 453808 7.53 636236 35976 5.65 1068185.3
20 Alabama 2078488 439442 21.14 187020 69984 37.42 423905.7
21 South Carolina 3944118 413789 10.49 739863 101071 13.66 766039.4
22 Colorado 5221165 384966 7.37 746418 45794 6.14 906651.2
23 Louisiana 4775952 380255 7.96 561770 64980 11.57 1027352.9
24 Oklahoma 3060863 370149 12.09 370490 74094 20.00 773536.9
25 Kentucky 3503064 344567 9.84 292260 70597 24.16 784091.4
26 Maryland 6678255 339307 5.08 870589 56136 6.45 1104632.6
27 Utah 2518969 334889 13.29 250782 53235 21.23 785714.9
28 Iowa 1232463 312622 25.37 56543 28727 50.81 390629.4
29 Washington 4349779 300198 6.90 512959 53446 10.42 571220.0
30 Arkansas 2338521 282995 12.10 258733 51553 19.93 774902.8
31 Nevada 2409727 269713 11.19 298168 40842 13.70 782339.3
32 Kansas 1137411 268908 23.64 124905 38789 31.05 390418.3
33 Mississippi 1519138 263023 17.31 171203 42746 24.97 510437.5
34 Connecticut 5453614 237815 4.36 1070253 47695 4.46 1529642.4
35 Nebraska 1998438 186854 9.35 232334 18592 8.00 1033100.6
36 New Mexico 2232240 168579 7.55 236911 23200 9.79 1064578.9
37 Idaho 587827 159325 27.10 42342 17126 40.45 328016.6
38 Oregon 3043792 137600 4.52 391122 21252 5.43 721664.7
39 West Virginia 1853803 114752 6.19 301643 25425 8.43 1037297.4
40 Rhode Island 2363131 109735 4.64 388633 21786 5.61 2230713.6
41 South Dakota 396420 106963 26.98 22474 7134 31.74 448104.9
42 North Dakota 1323998 96720 7.31 33921 3829 11.29 1737388.8
43 Montana 906753 91410 10.08 113974 9466 8.31 848401.6
45 Delaware 1167997 73915 6.33 176679 15042 8.51 1199466.2
46 New Hampshire 1197947 61576 5.14 165018 16370 9.92 881030.6
47 Alaska 1446514 53150 3.67 156165 5349 3.43 1977341.1
48 Wyoming 573868 50583 8.81 72084 6010 8.34 991549.2
49 Maine 1309014 36598 2.80 196557 11353 5.78 973815.1
50 District of Columbia 1043112 35077 3.36 131734 5568 4.23 1478021.2
51 Hawaii 936450 25236 2.69 113645 3055 2.69 661394.5
52 Vermont 841251 10908 1.30 133005 3219 2.42 1348182.4

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5414816 523899 1535 0.29 9.68 3499 398 52468 26622 5.08
Veneto 3880349 304717 1030 0.34 7.85 1843 286 47541 8531 2.80
Piemonte 1931124 217058 931 0.43 11.24 2337 156 13455 8574 3.95
Campania 2315313 212953 1150 0.54 9.20 1437 114 62453 3586 1.68
Emilia-Romagna 2932963 209235 1310 0.63 7.13 2390 217 50732 9084 4.34
Lazio 3127016 196637 1297 0.66 6.29 2576 283 70266 4666 2.37
Toscana 2123933 130333 520 0.40 6.14 629 107 8261 4089 3.14
Sicilia 1583888 128877 1158 0.91 8.14 1444 223 47627 3194 2.48
Puglia 1240449 115156 1023 0.90 9.28 1381 159 54615 2986 2.59
Liguria 812181 67400 298 0.44 8.30 591 65 4570 3220 4.78
Friuli Venezia Giulia 1087567 63833 679 1.08 5.87 672 63 11898 2230 3.49
Marche 662555 52378 397 0.76 7.91 549 77 8411 1864 3.56
Abruzzo 623624 40564 221 0.55 6.50 427 41 10411 1385 3.41
Sardegna 550085 36876 191 0.52 6.70 457 46 17023 946 2.57
P.A. Bolzano 444641 36189 552 1.55 8.14 219 24 13386 837 2.31
Umbria 578498 33822 332 0.99 5.85 292 46 5029 732 2.16
Calabria 497688 30861 402 1.32 6.20 275 24 10340 561 1.82
P.A. Trento 506297 26086 193 0.75 5.15 203 43 2047 1099 4.21
Basilicata 205632 12794 59 0.46 6.22 89 4 6926 308 2.41
Molise 131057 7797 48 0.62 5.95 50 8 1048 248 3.18
Valle d’Aosta 68148 7720 5 0.06 11.33 43 2 327 400 5.18

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 257403 2329 0.91 5764 40 0.70 2.24 17496.33 391.79 1 in 57
Quebec 252176 1685 0.67 9142 0 0.00 3.63 29536.85 1070.78 1 in 34
Alberta 120330 573 0.48 1525 13 0.86 1.27 27266.26 345.56 1 in 37
British Columbia 63484 0 0.00 1128 0 0.00 1.78 12421.25 220.70 1 in 81
Manitoba 28476 216 0.76 797 2 0.25 2.80 20671.98 578.58 1 in 48
Saskatchewan 21917 274 1.27 250 3 1.21 1.14 18547.54 211.57 1 in 54
Nova Scotia 1570 0 0.00 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1104 17 1.56 13 0 0.00 1.18 1415.40 16.67 1 in 707
Newfoundland and Labrador 398 0 0.00 4 0 0.00 1.01 763.38 7.67 1 in 1310
Nunavut 267 0 0.00 1 0 0.00 0.37 NA NA 1 in NA
Prince Edward Island 110 0 0.00 0 0 NaN 0.00 695.51 0.00 1 in 1438
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 31 0 0.00 0 0 NaN 0.00 690.36 0.00 1 in 1449
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 76388.95 1275.79 1 in 13
India 7957.08 114.52 1 in 126
Brazil 42122.57 1034.14 1 in 24
Russia 25317.97 470.03 1 in 39
United Kingdom 54601.84 1467.76 1 in 18
France 46180.31 1089.98 1 in 22
Spain 53569.65 1188.19 1 in 19
Italy 40594.99 1408.10 1 in 25
Turkey 30000.35 308.54 1 in 33
Germany 25820.64 626.56 1 in 39
Colombia 40818.61 1038.96 1 in 24
Argentina 42064.42 1055.73 1 in 24
Mexico 13563.06 1153.90 1 in 74
Poland 38727.73 928.20 1 in 26
South Africa 24767.97 715.34 1 in 40
Iran 16843.67 705.94 1 in 59
Ukraine NA NA 1 in NA
Peru 33662.01 1220.83 1 in 30
Indonesia 3702.55 104.79 1 in 270
Netherlands 55716.71 792.55 1 in 18

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1065505 15184 1.43
Maricopa Arizona 444431 6891 1.55
Cook Illinois 443600 9227 2.08
Miami-Dade Florida 357038 4703 1.32
Harris Texas 296521 3978 1.34
San Bernardino California 262858 1594 0.61
Riverside California 258532 2777 1.07
Dallas Texas 245646 2614 1.06
San Diego California 225558 2344 1.04
Orange California 221493 2625 1.19
Clark Nevada 207240 3061 1.48
Tarrant Texas 203174 1991 0.98
Queens New York 165178 7958 4.82
Broward Florida 165045 2018 1.22
Kings New York 162202 8176 5.04
Bexar Texas 159519 2144 1.34
Suffolk New York 134057 2677 2.00
Salt Lake Utah 126093 652 0.52
Nassau New York 119933 2604 2.17
Bronx New York 110594 5327 4.82
El Paso Texas 109589 2031 1.85
Philadelphia Pennsylvania 106132 2798 2.64
Palm Beach Florida 101831 2093 2.06
Milwaukee Wisconsin 101352 1135 1.12
Franklin Ohio 101171 707 0.70
Orange Florida 97842 893 0.91
Middlesex Massachusetts 97177 3031 3.12
Santa Clara California 96435 1181 1.22
Hillsborough Florida 96338 1233 1.28
Pima Arizona 95720 1608 1.68
Wayne Michigan 94689 3928 4.15
Hennepin Minnesota 94138 1495 1.59
Kern California 89095 590 0.66
Westchester New York 88404 1836 2.08
Cuyahoga Ohio 85571 1125 1.31
Fresno California 84744 1043 1.23
Marion Indiana 84046 1335 1.59
Sacramento California 82861 1157 1.40
Utah Utah 81705 268 0.33
Mecklenburg North Carolina 81137 715 0.88
St. Louis Missouri 80771 1628 2.02
New York New York 79105 3490 4.41
Gwinnett Georgia 78494 700 0.89
Shelby Tennessee 78387 1172 1.50
Duval Florida 78161 863 1.10
King Washington 75433 1203 1.59
Essex Massachusetts 74259 1897 2.55
Fulton Georgia 73264 907 1.24
Davidson Tennessee 72746 692 0.95
Oklahoma Oklahoma 71930 532 0.74
Providence Rhode Island 71172 1533 2.15
DuPage Illinois 70712 1168 1.65
Alameda California 69693 886 1.27
Fairfield Connecticut 69065 1886 2.73
Oakland Michigan 68958 1866 2.71
Suffolk Massachusetts 68226 1519 2.23
Collin Texas 67863 525 0.77
Allegheny Pennsylvania 66809 1422 2.13
Prince George’s Maryland 65151 1200 1.84
Travis Texas 64658 676 1.05
Jefferson Alabama 64437 1007 1.56
Ventura California 64404 507 0.79
Hamilton Ohio 64017 448 0.70
Bergen New Jersey 63563 2434 3.83
Jefferson Kentucky 62933 639 1.02
Essex New Jersey 61381 2504 4.08
Tulsa Oklahoma 60653 531 0.88
Wake North Carolina 60547 413 0.68
Hidalgo Texas 60213 2361 3.92
New Haven Connecticut 60085 1738 2.89
Middlesex New Jersey 60084 1862 3.10
Hartford Connecticut 60027 2048 3.41
Douglas Nebraska 59944 565 0.94
Will Illinois 59559 887 1.49
San Joaquin California 59395 808 1.36
Cobb Georgia 58973 692 1.17
Hudson New Jersey 58143 1829 3.15
Pinellas Florida 56564 1220 2.16
Worcester Massachusetts 56395 1765 3.13
Montgomery Maryland 56328 1269 2.25
Fairfax Virginia 56139 753 1.34
Macomb Michigan 54764 1817 3.32
Lake Illinois 54489 918 1.68
Contra Costa California 54416 487 0.89
Denver Colorado 54371 725 1.33
Erie New York 54097 1409 2.60
Greenville South Carolina 52283 649 1.24
Lee Florida 50278 771 1.53
Denton Texas 49816 466 0.94
Passaic New Jersey 49260 1563 3.17
Union New Jersey 49139 1643 3.34
DeKalb Georgia 48541 607 1.25
Kent Michigan 48320 636 1.32
Sedgwick Kansas 48224 499 1.03
Johnson Kansas 47897 625 1.30
Polk Florida 47795 928 1.94
Bernalillo New Mexico 47587 733 1.54
Bristol Massachusetts 47399 1276 2.69
Kane Illinois 47054 705 1.50
Fort Bend Texas 47021 457 0.97

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc